{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 垃圾邮件文件地址\n",
    "spam_data_path = \"./Data/spam_5000.utf8\"\n",
    "# 正常邮件文件地址\n",
    "ham_data_path = \"./Data/ham_5000.utf8\"\n",
    "\n",
    "with open(spam_data_path,encoding='utf-8') as f:\n",
    "    spam_txt_list = f.readlines()\n",
    "with open(ham_data_path,encoding=\"utf-8\") as f:\n",
    "    ham_txt_list= f.readlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stop_word_path = \"./Data/stopword.txt\"\n",
    "with open(stop_word_path,encoding='utf-8') as f:\n",
    "    stop_words = f.read().strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\XiaoHui\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.677 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    }
   ],
   "source": [
    "import jieba\n",
    "\n",
    "spam_words = []\n",
    "# 垃圾邮件\n",
    "for spam_txt in spam_txt_list:\n",
    "    words = []\n",
    "    cut_txts  = jieba.cut(spam_txt)\n",
    "    for cut_txt in cut_txts:\n",
    "        if(cut_txt.isalpha() and cut_txt!=\"\\n\" and cut_txt not in stop_words):\n",
    "            words.append(cut_txt)\n",
    "    sentence = \" \".join(words)\n",
    "    spam_words.append(sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import jieba\n",
    "\n",
    "ham_words = []\n",
    "for ham_txt in ham_txt_list:\n",
    "    words = []\n",
    "    cut_txts  = jieba.cut(ham_txt)\n",
    "    for cut_txt in cut_txts:\n",
    "        if(cut_txt.isalpha() and cut_txt!=\"\\n\" and cut_txt not in stop_words):\n",
    "            words.append(cut_txt)\n",
    "    sentence = \" \".join(words)\n",
    "    ham_words.append(sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\IPython\\core\\magics\\pylab.py:160: UserWarning: pylab import has clobbered these variables: ['f']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "# 将切词后的数据使用词云展示，观察其中的规律\n",
    "def showWordCloud(text):\n",
    "    wc = WordCloud(\n",
    "        background_color = \"white\",\n",
    "        max_words = 200,\n",
    "        font_path = \"./Data/simhei.ttf\",\n",
    "        min_font_size = 5,\n",
    "        max_font_size = 100,\n",
    "        width = 1000\n",
    "    )\n",
    "    wordcloud = wc.generate(text)\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis(\"off\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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67KlUsA0dKQSmcTdCWHS8r2Mah4njZXRjlIOH9gKCJFa4rkWSKGzbIIxiNF0S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\nmJgYYmMQExMTEwP8X+dlUN8CH6VnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2becbfb6e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "showWordCloud(\" \".join(spam_words))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Z/QMgZDWuCOKWn0LZw7iV15D+t61gX4BEaE0IrRWlCl7A7WdAyFqEsQ7DfzPV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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2becd029ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "showWordCloud(\" \".join(ham_words))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from collections import defaultdict\n",
    "data = []\n",
    "data.extend(ham_words)\n",
    "data.extend(spam_words)\n",
    "# binary默认为False，一个关键词在一篇文档中可能出现n次，如果binary=True，非零的n将全部置为1\n",
    "# max_features 对所有关键词的出现的频率进行降序排序，只取前max_features个作为关键词集\n",
    "vectorizer = CountVectorizer(binary=False,max_features=1500)\n",
    "result = vectorizer.fit_transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 词汇表,为字典类型,key为词汇,value为索引\n",
    "vocabulary = vectorizer.vocabulary_  \n",
    "result = pd.DataFrame(result.toarray())\n",
    "\n",
    "# 对索引进行从小到大的排序\n",
    "colnames = sorted(vocabulary.items(),key = lambda item:item[1])\n",
    "\n",
    "colname = []\n",
    "for i in colnames:\n",
    "    colname.append(i[0])\n",
    "result.columns = colname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the accurancy is : 0.991603358657\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# 使用0,1划分垃圾邮件和正常邮件\n",
    "labels = []\n",
    "labels.extend(np.ones(5000))\n",
    "labels.extend(np.zeros(5001))\n",
    "\n",
    "# 划分训练集和测试集\n",
    "train,test,trainlabel,testlabel = train_test_split(result,labels,random_state=14)\n",
    "predictor = SVC(gamma='scale', C=1.0, decision_function_shape='ovr', kernel='rbf')\n",
    "predictor.fit(train,trainlabel)\n",
    "predict_lable = predictor.predict(test)\n",
    "print(\"the accurancy is :\",np.mean(predict_lable == testlabel))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score: 0.9836223694419433\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "predictor = SVC(gamma='scale', C=1.0, decision_function_shape='ovr', kernel='rbf')\n",
    "scores = cross_val_score(predictor,result,labels,scoring='f1')\n",
    "print(\"Score: {}\".format(np.mean(scores)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "labels = []\n",
    "labels.extend(np.ones(5000))\n",
    "labels.extend(np.zeros(5001))\n",
    "\n",
    "# 画图两个轴\n",
    "scores = []\n",
    "indexs = []\n",
    "\n",
    "data = []\n",
    "data.extend(ham_words)\n",
    "data.extend(spam_words)\n",
    "\n",
    "\n",
    "for i in range(1,3000,50):\n",
    "    # 转换器\n",
    "    vectorizer = CountVectorizer(binary=False,max_features=i)\n",
    "    result = vectorizer.fit_transform(data)\n",
    "    \n",
    "    train,test,trainlabel,testlabel = train_test_split(result,labels,random_state=14)\n",
    "    # 划分训练集和测试集    \n",
    "    predictor = SVC(gamma='scale', C=1.0, decision_function_shape='ovr', kernel='rbf')\n",
    "    predictor.fit(train,trainlabel)\n",
    "    score = predictor.score(test,testlabel)\n",
    "    scores.append(score)\n",
    "    indexs.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZjZrwwuiScsDtwLVAH7BT0vaI2JPa7E+BOyPiC5Iup3wR9VXJuqcj4orprfbExoZ3PE/f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\nEkGU20QpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2bece8c5d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot函数作图\n",
    "plt.plot(indexs,scores)  \n",
    "\n",
    "# show函数展示出这个图，如果没有这行代码，则程序完成绘图，但看不到\n",
    "plt.show()  "
   ]
  }
 ],
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